Pith Number

pith:CIBIAHX5

pith:2023:CIBIAHX5EOBV2RIILUWM6IWRCA

not attested not anchored not stored refs pending

Beyond Chinchilla-Optimal: Accounting for Inference in Language Model Scaling Laws

Jacob Portes, Jonathan Frankle, Nikhil Sardana, Sasha Doubov

arxiv:2401.00448 v3 · 2023-12-31 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{CIBIAHX5EOBV2RIILUWM6IWRCA}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

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Predictable Scaling Laws of Optimal Hyperparameters for LLM Continued Pre-training

Receipt and verification

First computed	2026-07-05T10:48:14.219625Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1202801efd23835d45085d2ccf22d1100837659189ebb3ed07dd06bb027d766a

Aliases

arxiv: 2401.00448 · arxiv_version: 2401.00448v3 · doi: 10.48550/arxiv.2401.00448 · pith_short_12: CIBIAHX5EOBV · pith_short_16: CIBIAHX5EOBV2RII · pith_short_8: CIBIAHX5

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CIBIAHX5EOBV2RIILUWM6IWRCA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1202801efd23835d45085d2ccf22d1100837659189ebb3ed07dd06bb027d766a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0dd2dcc7cea0ff1bb04b881dadb39171f13d1dde51d3e55a84d05c391f2c39bb",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-31T10:53:58Z",
    "title_canon_sha256": "5bf9c7213374f602d26906e4029340061839884072c3ddf692d45df36ef45f8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.00448",
    "kind": "arxiv",
    "version": 3
  }
}